{
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  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.6.5"
    },
    "colab": {
      "name": "1-1_load_vgg.ipynb",
      "provenance": [],
      "collapsed_sections": []
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BBGEws_BNH2P"
      },
      "source": [
        "# 1.1「学習済みVGGモデル」を使用する方法\n",
        "\n",
        "- 本ファイルでは、学習済みのVGGモデルを使用し、未知の画像（ゴールデンレトリバー）を分類します\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MBfSv2DyNH2W"
      },
      "source": [
        "# 学習目標\n",
        "\n",
        "1.\tPyTorchでImangeNetデータセットでの学習済みモデルをロードできるようになる\n",
        "2.\tVGGモデルについて理解する\n",
        "3.\t入力画像のサイズや色を変換できるようになる\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "I6H1SGoeNH2X"
      },
      "source": [
        "# 事前準備\n",
        "\n",
        "\n",
        "1. 書籍の指示に従い、make_folders_and_data_downloads.ipynbを実行して、本章で使用するデータをダウンロード\n",
        "\n",
        "\n",
        "2. PyTorchのインストールページ（ https://pytorch.org/get-started/locally/ ）を参考に、PyTorch1.0をインストール\n",
        "\n",
        "\n",
        "conda install pytorch-cpu torchvision-cpu -c pytorch\n",
        "\n",
        "（Windowsで、GPUなしの環境をcondaでインストールする場合）\n",
        "\n",
        "\n",
        "3. Matplotlibをインストール\n",
        "\n",
        "conda install -c conda-forge matplotlib \n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JpQa-OCQNH2X"
      },
      "source": [
        "# パッケージのimportとPyTorchのバージョンを確認"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jTYHPeyGNH2Y",
        "outputId": "8016dd71-2b5c-4ed6-9123-a402bdaab045"
      },
      "source": [
        "# パッケージのimport\n",
        "import numpy as np\n",
        "import json\n",
        "from PIL import Image\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "\n",
        "import torch\n",
        "import torchvision\n",
        "from torchvision import models, transforms\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/home/ubuntu/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages/matplotlib/font_manager.py:278: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
            "  'Matplotlib is building the font cache using fc-list. '\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OWFzRfYwNH2Z",
        "outputId": "94fad2aa-e133-4da5-b66c-48aeebf0c40f"
      },
      "source": [
        "# PyTorchのバージョン確認\n",
        "print(\"PyTorch Version: \",torch.__version__)\n",
        "print(\"Torchvision Version: \",torchvision.__version__)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "PyTorch Version:  1.0.1\n",
            "Torchvision Version:  0.2.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VQj18-KqNH2Z"
      },
      "source": [
        "# VGG-16の学習済みモデルをロード"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ugoB5bhBNH2a",
        "outputId": "3756a7ab-c3d3-465d-a186-32654c18d048"
      },
      "source": [
        "# 学習済みのVGG-16モデルをロード\n",
        "# 初めて実行する際は、学習済みパラメータをダウンロードするため、実行に時間がかかります\n",
        "\n",
        "# VGG-16モデルのインスタンスを生成\n",
        "use_pretrained = True  # 学習済みのパラメータを使用\n",
        "net = models.vgg16(pretrained=use_pretrained)\n",
        "net.eval()  # 推論モードに設定\n",
        "\n",
        "# モデルのネットワーク構成を出力\n",
        "print(net)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading: \"https://download.pytorch.org/models/vgg16-397923af.pth\" to /home/ubuntu/.torch/models/vgg16-397923af.pth\n",
            "553433881it [00:09, 60163740.93it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "VGG(\n",
            "  (features): Sequential(\n",
            "    (0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
            "    (1): ReLU(inplace)\n",
            "    (2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
            "    (3): ReLU(inplace)\n",
            "    (4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
            "    (5): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
            "    (6): ReLU(inplace)\n",
            "    (7): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
            "    (8): ReLU(inplace)\n",
            "    (9): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
            "    (10): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
            "    (11): ReLU(inplace)\n",
            "    (12): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
            "    (13): ReLU(inplace)\n",
            "    (14): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
            "    (15): ReLU(inplace)\n",
            "    (16): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
            "    (17): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
            "    (18): ReLU(inplace)\n",
            "    (19): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
            "    (20): ReLU(inplace)\n",
            "    (21): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
            "    (22): ReLU(inplace)\n",
            "    (23): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
            "    (24): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
            "    (25): ReLU(inplace)\n",
            "    (26): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
            "    (27): ReLU(inplace)\n",
            "    (28): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
            "    (29): ReLU(inplace)\n",
            "    (30): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
            "  )\n",
            "  (classifier): Sequential(\n",
            "    (0): Linear(in_features=25088, out_features=4096, bias=True)\n",
            "    (1): ReLU(inplace)\n",
            "    (2): Dropout(p=0.5)\n",
            "    (3): Linear(in_features=4096, out_features=4096, bias=True)\n",
            "    (4): ReLU(inplace)\n",
            "    (5): Dropout(p=0.5)\n",
            "    (6): Linear(in_features=4096, out_features=1000, bias=True)\n",
            "  )\n",
            ")\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nbnucsIQNH2a"
      },
      "source": [
        "# 入力画像の前処理クラスを作成"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wegLsyJKNH2a"
      },
      "source": [
        "# 入力画像の前処理のクラス\n",
        "class BaseTransform():\n",
        "    \"\"\"\n",
        "    画像のサイズをリサイズし、色を標準化する。\n",
        "\n",
        "    Attributes\n",
        "    ----------\n",
        "    resize : int\n",
        "        リサイズ先の画像の大きさ。\n",
        "    mean : (R, G, B)\n",
        "        各色チャネルの平均値。\n",
        "    std : (R, G, B)\n",
        "        各色チャネルの標準偏差。\n",
        "    \"\"\"\n",
        "\n",
        "    def __init__(self, resize, mean, std):\n",
        "        self.base_transform = transforms.Compose([\n",
        "            transforms.Resize(resize),  # 短い辺の長さがresizeの大きさになる\n",
        "            transforms.CenterCrop(resize),  # 画像中央をresize × resizeで切り取り\n",
        "            transforms.ToTensor(),  # Torchテンソルに変換\n",
        "            transforms.Normalize(mean, std)  # 色情報の標準化\n",
        "        ])\n",
        "\n",
        "    def __call__(self, img):\n",
        "        return self.base_transform(img)\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JyPkp-v9NH2b",
        "outputId": "a46482ec-ece9-43ec-8a1a-e876c9c64a7e"
      },
      "source": [
        "# 画像前処理の動作を確認\n",
        "\n",
        "# 1. 画像読み込み\n",
        "image_file_path = './data/goldenretriever-3724972_640.jpg'\n",
        "img = Image.open(image_file_path)  # [高さ][幅][色RGB]\n",
        "\n",
        "# 2. 元の画像の表示\n",
        "plt.imshow(img)\n",
        "plt.show()\n",
        "\n",
        "# 3. 画像の前処理と処理済み画像の表示\n",
        "resize = 224\n",
        "mean = (0.485, 0.456, 0.406)\n",
        "std = (0.229, 0.224, 0.225)\n",
        "transform = BaseTransform(resize, mean, std)\n",
        "img_transformed = transform(img)  # torch.Size([3, 224, 224])\n",
        "\n",
        "# (色、高さ、幅)を (高さ、幅、色)に変換し、0-1に値を制限して表示\n",
        "img_transformed = img_transformed.numpy().transpose((1, 2, 0))\n",
        "img_transformed = np.clip(img_transformed, 0, 1)\n",
        "plt.imshow(img_transformed)\n",
        "plt.show()\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8z2ZWxWnNH2b"
      },
      "source": [
        "# 出力結果からラベルを予測する後処理クラスを作成"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6uWvtv09NH2c",
        "outputId": "ec37b593-1d1a-42a6-e3e3-eb12f85d53b4"
      },
      "source": [
        "# ILSVRCのラベル情報をロードし辞書型変数を生成します\n",
        "ILSVRC_class_index = json.load(open('./data/imagenet_class_index.json', 'r'))\n",
        "ILSVRC_class_index\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'0': ['n01440764', 'tench'],\n",
              " '1': ['n01443537', 'goldfish'],\n",
              " '2': ['n01484850', 'great_white_shark'],\n",
              " '3': ['n01491361', 'tiger_shark'],\n",
              " '4': ['n01494475', 'hammerhead'],\n",
              " '5': ['n01496331', 'electric_ray'],\n",
              " '6': ['n01498041', 'stingray'],\n",
              " '7': ['n01514668', 'cock'],\n",
              " '8': ['n01514859', 'hen'],\n",
              " '9': ['n01518878', 'ostrich'],\n",
              " '10': ['n01530575', 'brambling'],\n",
              " '11': ['n01531178', 'goldfinch'],\n",
              " '12': ['n01532829', 'house_finch'],\n",
              " '13': ['n01534433', 'junco'],\n",
              " '14': ['n01537544', 'indigo_bunting'],\n",
              " '15': ['n01558993', 'robin'],\n",
              " '16': ['n01560419', 'bulbul'],\n",
              " '17': ['n01580077', 'jay'],\n",
              " '18': ['n01582220', 'magpie'],\n",
              " '19': ['n01592084', 'chickadee'],\n",
              " '20': ['n01601694', 'water_ouzel'],\n",
              " '21': ['n01608432', 'kite'],\n",
              " '22': ['n01614925', 'bald_eagle'],\n",
              " '23': ['n01616318', 'vulture'],\n",
              " '24': ['n01622779', 'great_grey_owl'],\n",
              " '25': ['n01629819', 'European_fire_salamander'],\n",
              " '26': ['n01630670', 'common_newt'],\n",
              " '27': ['n01631663', 'eft'],\n",
              " '28': ['n01632458', 'spotted_salamander'],\n",
              " '29': ['n01632777', 'axolotl'],\n",
              " '30': ['n01641577', 'bullfrog'],\n",
              " '31': ['n01644373', 'tree_frog'],\n",
              " '32': ['n01644900', 'tailed_frog'],\n",
              " '33': ['n01664065', 'loggerhead'],\n",
              " '34': ['n01665541', 'leatherback_turtle'],\n",
              " '35': ['n01667114', 'mud_turtle'],\n",
              " '36': ['n01667778', 'terrapin'],\n",
              " '37': ['n01669191', 'box_turtle'],\n",
              " '38': ['n01675722', 'banded_gecko'],\n",
              " '39': ['n01677366', 'common_iguana'],\n",
              " '40': ['n01682714', 'American_chameleon'],\n",
              " '41': ['n01685808', 'whiptail'],\n",
              " '42': ['n01687978', 'agama'],\n",
              " '43': ['n01688243', 'frilled_lizard'],\n",
              " '44': ['n01689811', 'alligator_lizard'],\n",
              " '45': ['n01692333', 'Gila_monster'],\n",
              " '46': ['n01693334', 'green_lizard'],\n",
              " '47': ['n01694178', 'African_chameleon'],\n",
              " '48': ['n01695060', 'Komodo_dragon'],\n",
              " '49': ['n01697457', 'African_crocodile'],\n",
              " '50': ['n01698640', 'American_alligator'],\n",
              " '51': ['n01704323', 'triceratops'],\n",
              " '52': ['n01728572', 'thunder_snake'],\n",
              " '53': ['n01728920', 'ringneck_snake'],\n",
              " '54': ['n01729322', 'hognose_snake'],\n",
              " '55': ['n01729977', 'green_snake'],\n",
              " '56': ['n01734418', 'king_snake'],\n",
              " '57': ['n01735189', 'garter_snake'],\n",
              " '58': ['n01737021', 'water_snake'],\n",
              " '59': ['n01739381', 'vine_snake'],\n",
              " '60': ['n01740131', 'night_snake'],\n",
              " '61': ['n01742172', 'boa_constrictor'],\n",
              " '62': ['n01744401', 'rock_python'],\n",
              " '63': ['n01748264', 'Indian_cobra'],\n",
              " '64': ['n01749939', 'green_mamba'],\n",
              " '65': ['n01751748', 'sea_snake'],\n",
              " '66': ['n01753488', 'horned_viper'],\n",
              " '67': ['n01755581', 'diamondback'],\n",
              " '68': ['n01756291', 'sidewinder'],\n",
              " '69': ['n01768244', 'trilobite'],\n",
              " '70': ['n01770081', 'harvestman'],\n",
              " '71': ['n01770393', 'scorpion'],\n",
              " '72': ['n01773157', 'black_and_gold_garden_spider'],\n",
              " '73': ['n01773549', 'barn_spider'],\n",
              " '74': ['n01773797', 'garden_spider'],\n",
              " '75': ['n01774384', 'black_widow'],\n",
              " '76': ['n01774750', 'tarantula'],\n",
              " '77': ['n01775062', 'wolf_spider'],\n",
              " '78': ['n01776313', 'tick'],\n",
              " '79': ['n01784675', 'centipede'],\n",
              " '80': ['n01795545', 'black_grouse'],\n",
              " '81': ['n01796340', 'ptarmigan'],\n",
              " '82': ['n01797886', 'ruffed_grouse'],\n",
              " '83': ['n01798484', 'prairie_chicken'],\n",
              " '84': ['n01806143', 'peacock'],\n",
              " '85': ['n01806567', 'quail'],\n",
              " '86': ['n01807496', 'partridge'],\n",
              " '87': ['n01817953', 'African_grey'],\n",
              " '88': ['n01818515', 'macaw'],\n",
              " '89': ['n01819313', 'sulphur-crested_cockatoo'],\n",
              " '90': ['n01820546', 'lorikeet'],\n",
              " '91': ['n01824575', 'coucal'],\n",
              " '92': ['n01828970', 'bee_eater'],\n",
              " '93': ['n01829413', 'hornbill'],\n",
              " '94': ['n01833805', 'hummingbird'],\n",
              " '95': ['n01843065', 'jacamar'],\n",
              " '96': ['n01843383', 'toucan'],\n",
              " '97': ['n01847000', 'drake'],\n",
              " '98': ['n01855032', 'red-breasted_merganser'],\n",
              " '99': ['n01855672', 'goose'],\n",
              " '100': ['n01860187', 'black_swan'],\n",
              " '101': ['n01871265', 'tusker'],\n",
              " '102': ['n01872401', 'echidna'],\n",
              " '103': ['n01873310', 'platypus'],\n",
              " '104': ['n01877812', 'wallaby'],\n",
              " '105': ['n01882714', 'koala'],\n",
              " '106': ['n01883070', 'wombat'],\n",
              " '107': ['n01910747', 'jellyfish'],\n",
              " '108': ['n01914609', 'sea_anemone'],\n",
              " '109': ['n01917289', 'brain_coral'],\n",
              " '110': ['n01924916', 'flatworm'],\n",
              " '111': ['n01930112', 'nematode'],\n",
              " '112': ['n01943899', 'conch'],\n",
              " '113': ['n01944390', 'snail'],\n",
              " '114': ['n01945685', 'slug'],\n",
              " '115': ['n01950731', 'sea_slug'],\n",
              " '116': ['n01955084', 'chiton'],\n",
              " '117': ['n01968897', 'chambered_nautilus'],\n",
              " '118': ['n01978287', 'Dungeness_crab'],\n",
              " '119': ['n01978455', 'rock_crab'],\n",
              " '120': ['n01980166', 'fiddler_crab'],\n",
              " '121': ['n01981276', 'king_crab'],\n",
              " '122': ['n01983481', 'American_lobster'],\n",
              " '123': ['n01984695', 'spiny_lobster'],\n",
              " '124': ['n01985128', 'crayfish'],\n",
              " '125': ['n01986214', 'hermit_crab'],\n",
              " '126': ['n01990800', 'isopod'],\n",
              " '127': ['n02002556', 'white_stork'],\n",
              " '128': ['n02002724', 'black_stork'],\n",
              " '129': ['n02006656', 'spoonbill'],\n",
              " '130': ['n02007558', 'flamingo'],\n",
              " '131': ['n02009229', 'little_blue_heron'],\n",
              " '132': ['n02009912', 'American_egret'],\n",
              " '133': ['n02011460', 'bittern'],\n",
              " '134': ['n02012849', 'crane'],\n",
              " '135': ['n02013706', 'limpkin'],\n",
              " '136': ['n02017213', 'European_gallinule'],\n",
              " '137': ['n02018207', 'American_coot'],\n",
              " '138': ['n02018795', 'bustard'],\n",
              " '139': ['n02025239', 'ruddy_turnstone'],\n",
              " '140': ['n02027492', 'red-backed_sandpiper'],\n",
              " '141': ['n02028035', 'redshank'],\n",
              " '142': ['n02033041', 'dowitcher'],\n",
              " '143': ['n02037110', 'oystercatcher'],\n",
              " '144': ['n02051845', 'pelican'],\n",
              " '145': ['n02056570', 'king_penguin'],\n",
              " '146': ['n02058221', 'albatross'],\n",
              " '147': ['n02066245', 'grey_whale'],\n",
              " '148': ['n02071294', 'killer_whale'],\n",
              " '149': ['n02074367', 'dugong'],\n",
              " '150': ['n02077923', 'sea_lion'],\n",
              " '151': ['n02085620', 'Chihuahua'],\n",
              " '152': ['n02085782', 'Japanese_spaniel'],\n",
              " '153': ['n02085936', 'Maltese_dog'],\n",
              " '154': ['n02086079', 'Pekinese'],\n",
              " '155': ['n02086240', 'Shih-Tzu'],\n",
              " '156': ['n02086646', 'Blenheim_spaniel'],\n",
              " '157': ['n02086910', 'papillon'],\n",
              " '158': ['n02087046', 'toy_terrier'],\n",
              " '159': ['n02087394', 'Rhodesian_ridgeback'],\n",
              " '160': ['n02088094', 'Afghan_hound'],\n",
              " '161': ['n02088238', 'basset'],\n",
              " '162': ['n02088364', 'beagle'],\n",
              " '163': ['n02088466', 'bloodhound'],\n",
              " '164': ['n02088632', 'bluetick'],\n",
              " '165': ['n02089078', 'black-and-tan_coonhound'],\n",
              " '166': ['n02089867', 'Walker_hound'],\n",
              " '167': ['n02089973', 'English_foxhound'],\n",
              " '168': ['n02090379', 'redbone'],\n",
              " '169': ['n02090622', 'borzoi'],\n",
              " '170': ['n02090721', 'Irish_wolfhound'],\n",
              " '171': ['n02091032', 'Italian_greyhound'],\n",
              " '172': ['n02091134', 'whippet'],\n",
              " '173': ['n02091244', 'Ibizan_hound'],\n",
              " '174': ['n02091467', 'Norwegian_elkhound'],\n",
              " '175': ['n02091635', 'otterhound'],\n",
              " '176': ['n02091831', 'Saluki'],\n",
              " '177': ['n02092002', 'Scottish_deerhound'],\n",
              " '178': ['n02092339', 'Weimaraner'],\n",
              " '179': ['n02093256', 'Staffordshire_bullterrier'],\n",
              " '180': ['n02093428', 'American_Staffordshire_terrier'],\n",
              " '181': ['n02093647', 'Bedlington_terrier'],\n",
              " '182': ['n02093754', 'Border_terrier'],\n",
              " '183': ['n02093859', 'Kerry_blue_terrier'],\n",
              " '184': ['n02093991', 'Irish_terrier'],\n",
              " '185': ['n02094114', 'Norfolk_terrier'],\n",
              " '186': ['n02094258', 'Norwich_terrier'],\n",
              " '187': ['n02094433', 'Yorkshire_terrier'],\n",
              " '188': ['n02095314', 'wire-haired_fox_terrier'],\n",
              " '189': ['n02095570', 'Lakeland_terrier'],\n",
              " '190': ['n02095889', 'Sealyham_terrier'],\n",
              " '191': ['n02096051', 'Airedale'],\n",
              " '192': ['n02096177', 'cairn'],\n",
              " '193': ['n02096294', 'Australian_terrier'],\n",
              " '194': ['n02096437', 'Dandie_Dinmont'],\n",
              " '195': ['n02096585', 'Boston_bull'],\n",
              " '196': ['n02097047', 'miniature_schnauzer'],\n",
              " '197': ['n02097130', 'giant_schnauzer'],\n",
              " '198': ['n02097209', 'standard_schnauzer'],\n",
              " '199': ['n02097298', 'Scotch_terrier'],\n",
              " '200': ['n02097474', 'Tibetan_terrier'],\n",
              " '201': ['n02097658', 'silky_terrier'],\n",
              " '202': ['n02098105', 'soft-coated_wheaten_terrier'],\n",
              " '203': ['n02098286', 'West_Highland_white_terrier'],\n",
              " '204': ['n02098413', 'Lhasa'],\n",
              " '205': ['n02099267', 'flat-coated_retriever'],\n",
              " '206': ['n02099429', 'curly-coated_retriever'],\n",
              " '207': ['n02099601', 'golden_retriever'],\n",
              " '208': ['n02099712', 'Labrador_retriever'],\n",
              " '209': ['n02099849', 'Chesapeake_Bay_retriever'],\n",
              " '210': ['n02100236', 'German_short-haired_pointer'],\n",
              " '211': ['n02100583', 'vizsla'],\n",
              " '212': ['n02100735', 'English_setter'],\n",
              " '213': ['n02100877', 'Irish_setter'],\n",
              " '214': ['n02101006', 'Gordon_setter'],\n",
              " '215': ['n02101388', 'Brittany_spaniel'],\n",
              " '216': ['n02101556', 'clumber'],\n",
              " '217': ['n02102040', 'English_springer'],\n",
              " '218': ['n02102177', 'Welsh_springer_spaniel'],\n",
              " '219': ['n02102318', 'cocker_spaniel'],\n",
              " '220': ['n02102480', 'Sussex_spaniel'],\n",
              " '221': ['n02102973', 'Irish_water_spaniel'],\n",
              " '222': ['n02104029', 'kuvasz'],\n",
              " '223': ['n02104365', 'schipperke'],\n",
              " '224': ['n02105056', 'groenendael'],\n",
              " '225': ['n02105162', 'malinois'],\n",
              " '226': ['n02105251', 'briard'],\n",
              " '227': ['n02105412', 'kelpie'],\n",
              " '228': ['n02105505', 'komondor'],\n",
              " '229': ['n02105641', 'Old_English_sheepdog'],\n",
              " '230': ['n02105855', 'Shetland_sheepdog'],\n",
              " '231': ['n02106030', 'collie'],\n",
              " '232': ['n02106166', 'Border_collie'],\n",
              " '233': ['n02106382', 'Bouvier_des_Flandres'],\n",
              " '234': ['n02106550', 'Rottweiler'],\n",
              " '235': ['n02106662', 'German_shepherd'],\n",
              " '236': ['n02107142', 'Doberman'],\n",
              " '237': ['n02107312', 'miniature_pinscher'],\n",
              " '238': ['n02107574', 'Greater_Swiss_Mountain_dog'],\n",
              " '239': ['n02107683', 'Bernese_mountain_dog'],\n",
              " '240': ['n02107908', 'Appenzeller'],\n",
              " '241': ['n02108000', 'EntleBucher'],\n",
              " '242': ['n02108089', 'boxer'],\n",
              " '243': ['n02108422', 'bull_mastiff'],\n",
              " '244': ['n02108551', 'Tibetan_mastiff'],\n",
              " '245': ['n02108915', 'French_bulldog'],\n",
              " '246': ['n02109047', 'Great_Dane'],\n",
              " '247': ['n02109525', 'Saint_Bernard'],\n",
              " '248': ['n02109961', 'Eskimo_dog'],\n",
              " '249': ['n02110063', 'malamute'],\n",
              " '250': ['n02110185', 'Siberian_husky'],\n",
              " '251': ['n02110341', 'dalmatian'],\n",
              " '252': ['n02110627', 'affenpinscher'],\n",
              " '253': ['n02110806', 'basenji'],\n",
              " '254': ['n02110958', 'pug'],\n",
              " '255': ['n02111129', 'Leonberg'],\n",
              " '256': ['n02111277', 'Newfoundland'],\n",
              " '257': ['n02111500', 'Great_Pyrenees'],\n",
              " '258': ['n02111889', 'Samoyed'],\n",
              " '259': ['n02112018', 'Pomeranian'],\n",
              " '260': ['n02112137', 'chow'],\n",
              " '261': ['n02112350', 'keeshond'],\n",
              " '262': ['n02112706', 'Brabancon_griffon'],\n",
              " '263': ['n02113023', 'Pembroke'],\n",
              " '264': ['n02113186', 'Cardigan'],\n",
              " '265': ['n02113624', 'toy_poodle'],\n",
              " '266': ['n02113712', 'miniature_poodle'],\n",
              " '267': ['n02113799', 'standard_poodle'],\n",
              " '268': ['n02113978', 'Mexican_hairless'],\n",
              " '269': ['n02114367', 'timber_wolf'],\n",
              " '270': ['n02114548', 'white_wolf'],\n",
              " '271': ['n02114712', 'red_wolf'],\n",
              " '272': ['n02114855', 'coyote'],\n",
              " '273': ['n02115641', 'dingo'],\n",
              " '274': ['n02115913', 'dhole'],\n",
              " '275': ['n02116738', 'African_hunting_dog'],\n",
              " '276': ['n02117135', 'hyena'],\n",
              " '277': ['n02119022', 'red_fox'],\n",
              " '278': ['n02119789', 'kit_fox'],\n",
              " '279': ['n02120079', 'Arctic_fox'],\n",
              " '280': ['n02120505', 'grey_fox'],\n",
              " '281': ['n02123045', 'tabby'],\n",
              " '282': ['n02123159', 'tiger_cat'],\n",
              " '283': ['n02123394', 'Persian_cat'],\n",
              " '284': ['n02123597', 'Siamese_cat'],\n",
              " '285': ['n02124075', 'Egyptian_cat'],\n",
              " '286': ['n02125311', 'cougar'],\n",
              " '287': ['n02127052', 'lynx'],\n",
              " '288': ['n02128385', 'leopard'],\n",
              " '289': ['n02128757', 'snow_leopard'],\n",
              " '290': ['n02128925', 'jaguar'],\n",
              " '291': ['n02129165', 'lion'],\n",
              " '292': ['n02129604', 'tiger'],\n",
              " '293': ['n02130308', 'cheetah'],\n",
              " '294': ['n02132136', 'brown_bear'],\n",
              " '295': ['n02133161', 'American_black_bear'],\n",
              " '296': ['n02134084', 'ice_bear'],\n",
              " '297': ['n02134418', 'sloth_bear'],\n",
              " '298': ['n02137549', 'mongoose'],\n",
              " '299': ['n02138441', 'meerkat'],\n",
              " '300': ['n02165105', 'tiger_beetle'],\n",
              " '301': ['n02165456', 'ladybug'],\n",
              " '302': ['n02167151', 'ground_beetle'],\n",
              " '303': ['n02168699', 'long-horned_beetle'],\n",
              " '304': ['n02169497', 'leaf_beetle'],\n",
              " '305': ['n02172182', 'dung_beetle'],\n",
              " '306': ['n02174001', 'rhinoceros_beetle'],\n",
              " '307': ['n02177972', 'weevil'],\n",
              " '308': ['n02190166', 'fly'],\n",
              " '309': ['n02206856', 'bee'],\n",
              " '310': ['n02219486', 'ant'],\n",
              " '311': ['n02226429', 'grasshopper'],\n",
              " '312': ['n02229544', 'cricket'],\n",
              " '313': ['n02231487', 'walking_stick'],\n",
              " '314': ['n02233338', 'cockroach'],\n",
              " '315': ['n02236044', 'mantis'],\n",
              " '316': ['n02256656', 'cicada'],\n",
              " '317': ['n02259212', 'leafhopper'],\n",
              " '318': ['n02264363', 'lacewing'],\n",
              " '319': ['n02268443', 'dragonfly'],\n",
              " '320': ['n02268853', 'damselfly'],\n",
              " '321': ['n02276258', 'admiral'],\n",
              " '322': ['n02277742', 'ringlet'],\n",
              " '323': ['n02279972', 'monarch'],\n",
              " '324': ['n02280649', 'cabbage_butterfly'],\n",
              " '325': ['n02281406', 'sulphur_butterfly'],\n",
              " '326': ['n02281787', 'lycaenid'],\n",
              " '327': ['n02317335', 'starfish'],\n",
              " '328': ['n02319095', 'sea_urchin'],\n",
              " '329': ['n02321529', 'sea_cucumber'],\n",
              " '330': ['n02325366', 'wood_rabbit'],\n",
              " '331': ['n02326432', 'hare'],\n",
              " '332': ['n02328150', 'Angora'],\n",
              " '333': ['n02342885', 'hamster'],\n",
              " '334': ['n02346627', 'porcupine'],\n",
              " '335': ['n02356798', 'fox_squirrel'],\n",
              " '336': ['n02361337', 'marmot'],\n",
              " '337': ['n02363005', 'beaver'],\n",
              " '338': ['n02364673', 'guinea_pig'],\n",
              " '339': ['n02389026', 'sorrel'],\n",
              " '340': ['n02391049', 'zebra'],\n",
              " '341': ['n02395406', 'hog'],\n",
              " '342': ['n02396427', 'wild_boar'],\n",
              " '343': ['n02397096', 'warthog'],\n",
              " '344': ['n02398521', 'hippopotamus'],\n",
              " '345': ['n02403003', 'ox'],\n",
              " '346': ['n02408429', 'water_buffalo'],\n",
              " '347': ['n02410509', 'bison'],\n",
              " '348': ['n02412080', 'ram'],\n",
              " '349': ['n02415577', 'bighorn'],\n",
              " '350': ['n02417914', 'ibex'],\n",
              " '351': ['n02422106', 'hartebeest'],\n",
              " '352': ['n02422699', 'impala'],\n",
              " '353': ['n02423022', 'gazelle'],\n",
              " '354': ['n02437312', 'Arabian_camel'],\n",
              " '355': ['n02437616', 'llama'],\n",
              " '356': ['n02441942', 'weasel'],\n",
              " '357': ['n02442845', 'mink'],\n",
              " '358': ['n02443114', 'polecat'],\n",
              " '359': ['n02443484', 'black-footed_ferret'],\n",
              " '360': ['n02444819', 'otter'],\n",
              " '361': ['n02445715', 'skunk'],\n",
              " '362': ['n02447366', 'badger'],\n",
              " '363': ['n02454379', 'armadillo'],\n",
              " '364': ['n02457408', 'three-toed_sloth'],\n",
              " '365': ['n02480495', 'orangutan'],\n",
              " '366': ['n02480855', 'gorilla'],\n",
              " '367': ['n02481823', 'chimpanzee'],\n",
              " '368': ['n02483362', 'gibbon'],\n",
              " '369': ['n02483708', 'siamang'],\n",
              " '370': ['n02484975', 'guenon'],\n",
              " '371': ['n02486261', 'patas'],\n",
              " '372': ['n02486410', 'baboon'],\n",
              " '373': ['n02487347', 'macaque'],\n",
              " '374': ['n02488291', 'langur'],\n",
              " '375': ['n02488702', 'colobus'],\n",
              " '376': ['n02489166', 'proboscis_monkey'],\n",
              " '377': ['n02490219', 'marmoset'],\n",
              " '378': ['n02492035', 'capuchin'],\n",
              " '379': ['n02492660', 'howler_monkey'],\n",
              " '380': ['n02493509', 'titi'],\n",
              " '381': ['n02493793', 'spider_monkey'],\n",
              " '382': ['n02494079', 'squirrel_monkey'],\n",
              " '383': ['n02497673', 'Madagascar_cat'],\n",
              " '384': ['n02500267', 'indri'],\n",
              " '385': ['n02504013', 'Indian_elephant'],\n",
              " '386': ['n02504458', 'African_elephant'],\n",
              " '387': ['n02509815', 'lesser_panda'],\n",
              " '388': ['n02510455', 'giant_panda'],\n",
              " '389': ['n02514041', 'barracouta'],\n",
              " '390': ['n02526121', 'eel'],\n",
              " '391': ['n02536864', 'coho'],\n",
              " '392': ['n02606052', 'rock_beauty'],\n",
              " '393': ['n02607072', 'anemone_fish'],\n",
              " '394': ['n02640242', 'sturgeon'],\n",
              " '395': ['n02641379', 'gar'],\n",
              " '396': ['n02643566', 'lionfish'],\n",
              " '397': ['n02655020', 'puffer'],\n",
              " '398': ['n02666196', 'abacus'],\n",
              " '399': ['n02667093', 'abaya'],\n",
              " '400': ['n02669723', 'academic_gown'],\n",
              " '401': ['n02672831', 'accordion'],\n",
              " '402': ['n02676566', 'acoustic_guitar'],\n",
              " '403': ['n02687172', 'aircraft_carrier'],\n",
              " '404': ['n02690373', 'airliner'],\n",
              " '405': ['n02692877', 'airship'],\n",
              " '406': ['n02699494', 'altar'],\n",
              " '407': ['n02701002', 'ambulance'],\n",
              " '408': ['n02704792', 'amphibian'],\n",
              " '409': ['n02708093', 'analog_clock'],\n",
              " '410': ['n02727426', 'apiary'],\n",
              " '411': ['n02730930', 'apron'],\n",
              " '412': ['n02747177', 'ashcan'],\n",
              " '413': ['n02749479', 'assault_rifle'],\n",
              " '414': ['n02769748', 'backpack'],\n",
              " '415': ['n02776631', 'bakery'],\n",
              " '416': ['n02777292', 'balance_beam'],\n",
              " '417': ['n02782093', 'balloon'],\n",
              " '418': ['n02783161', 'ballpoint'],\n",
              " '419': ['n02786058', 'Band_Aid'],\n",
              " '420': ['n02787622', 'banjo'],\n",
              " '421': ['n02788148', 'bannister'],\n",
              " '422': ['n02790996', 'barbell'],\n",
              " '423': ['n02791124', 'barber_chair'],\n",
              " '424': ['n02791270', 'barbershop'],\n",
              " '425': ['n02793495', 'barn'],\n",
              " '426': ['n02794156', 'barometer'],\n",
              " '427': ['n02795169', 'barrel'],\n",
              " '428': ['n02797295', 'barrow'],\n",
              " '429': ['n02799071', 'baseball'],\n",
              " '430': ['n02802426', 'basketball'],\n",
              " '431': ['n02804414', 'bassinet'],\n",
              " '432': ['n02804610', 'bassoon'],\n",
              " '433': ['n02807133', 'bathing_cap'],\n",
              " '434': ['n02808304', 'bath_towel'],\n",
              " '435': ['n02808440', 'bathtub'],\n",
              " '436': ['n02814533', 'beach_wagon'],\n",
              " '437': ['n02814860', 'beacon'],\n",
              " '438': ['n02815834', 'beaker'],\n",
              " '439': ['n02817516', 'bearskin'],\n",
              " '440': ['n02823428', 'beer_bottle'],\n",
              " '441': ['n02823750', 'beer_glass'],\n",
              " '442': ['n02825657', 'bell_cote'],\n",
              " '443': ['n02834397', 'bib'],\n",
              " '444': ['n02835271', 'bicycle-built-for-two'],\n",
              " '445': ['n02837789', 'bikini'],\n",
              " '446': ['n02840245', 'binder'],\n",
              " '447': ['n02841315', 'binoculars'],\n",
              " '448': ['n02843684', 'birdhouse'],\n",
              " '449': ['n02859443', 'boathouse'],\n",
              " '450': ['n02860847', 'bobsled'],\n",
              " '451': ['n02865351', 'bolo_tie'],\n",
              " '452': ['n02869837', 'bonnet'],\n",
              " '453': ['n02870880', 'bookcase'],\n",
              " '454': ['n02871525', 'bookshop'],\n",
              " '455': ['n02877765', 'bottlecap'],\n",
              " '456': ['n02879718', 'bow'],\n",
              " '457': ['n02883205', 'bow_tie'],\n",
              " '458': ['n02892201', 'brass'],\n",
              " '459': ['n02892767', 'brassiere'],\n",
              " '460': ['n02894605', 'breakwater'],\n",
              " '461': ['n02895154', 'breastplate'],\n",
              " '462': ['n02906734', 'broom'],\n",
              " '463': ['n02909870', 'bucket'],\n",
              " '464': ['n02910353', 'buckle'],\n",
              " '465': ['n02916936', 'bulletproof_vest'],\n",
              " '466': ['n02917067', 'bullet_train'],\n",
              " '467': ['n02927161', 'butcher_shop'],\n",
              " '468': ['n02930766', 'cab'],\n",
              " '469': ['n02939185', 'caldron'],\n",
              " '470': ['n02948072', 'candle'],\n",
              " '471': ['n02950826', 'cannon'],\n",
              " '472': ['n02951358', 'canoe'],\n",
              " '473': ['n02951585', 'can_opener'],\n",
              " '474': ['n02963159', 'cardigan'],\n",
              " '475': ['n02965783', 'car_mirror'],\n",
              " '476': ['n02966193', 'carousel'],\n",
              " '477': ['n02966687', \"carpenter's_kit\"],\n",
              " '478': ['n02971356', 'carton'],\n",
              " '479': ['n02974003', 'car_wheel'],\n",
              " '480': ['n02977058', 'cash_machine'],\n",
              " '481': ['n02978881', 'cassette'],\n",
              " '482': ['n02979186', 'cassette_player'],\n",
              " '483': ['n02980441', 'castle'],\n",
              " '484': ['n02981792', 'catamaran'],\n",
              " '485': ['n02988304', 'CD_player'],\n",
              " '486': ['n02992211', 'cello'],\n",
              " '487': ['n02992529', 'cellular_telephone'],\n",
              " '488': ['n02999410', 'chain'],\n",
              " '489': ['n03000134', 'chainlink_fence'],\n",
              " '490': ['n03000247', 'chain_mail'],\n",
              " '491': ['n03000684', 'chain_saw'],\n",
              " '492': ['n03014705', 'chest'],\n",
              " '493': ['n03016953', 'chiffonier'],\n",
              " '494': ['n03017168', 'chime'],\n",
              " '495': ['n03018349', 'china_cabinet'],\n",
              " '496': ['n03026506', 'Christmas_stocking'],\n",
              " '497': ['n03028079', 'church'],\n",
              " '498': ['n03032252', 'cinema'],\n",
              " '499': ['n03041632', 'cleaver'],\n",
              " '500': ['n03042490', 'cliff_dwelling'],\n",
              " '501': ['n03045698', 'cloak'],\n",
              " '502': ['n03047690', 'clog'],\n",
              " '503': ['n03062245', 'cocktail_shaker'],\n",
              " '504': ['n03063599', 'coffee_mug'],\n",
              " '505': ['n03063689', 'coffeepot'],\n",
              " '506': ['n03065424', 'coil'],\n",
              " '507': ['n03075370', 'combination_lock'],\n",
              " '508': ['n03085013', 'computer_keyboard'],\n",
              " '509': ['n03089624', 'confectionery'],\n",
              " '510': ['n03095699', 'container_ship'],\n",
              " '511': ['n03100240', 'convertible'],\n",
              " '512': ['n03109150', 'corkscrew'],\n",
              " '513': ['n03110669', 'cornet'],\n",
              " '514': ['n03124043', 'cowboy_boot'],\n",
              " '515': ['n03124170', 'cowboy_hat'],\n",
              " '516': ['n03125729', 'cradle'],\n",
              " '517': ['n03126707', 'crane'],\n",
              " '518': ['n03127747', 'crash_helmet'],\n",
              " '519': ['n03127925', 'crate'],\n",
              " '520': ['n03131574', 'crib'],\n",
              " '521': ['n03133878', 'Crock_Pot'],\n",
              " '522': ['n03134739', 'croquet_ball'],\n",
              " '523': ['n03141823', 'crutch'],\n",
              " '524': ['n03146219', 'cuirass'],\n",
              " '525': ['n03160309', 'dam'],\n",
              " '526': ['n03179701', 'desk'],\n",
              " '527': ['n03180011', 'desktop_computer'],\n",
              " '528': ['n03187595', 'dial_telephone'],\n",
              " '529': ['n03188531', 'diaper'],\n",
              " '530': ['n03196217', 'digital_clock'],\n",
              " '531': ['n03197337', 'digital_watch'],\n",
              " '532': ['n03201208', 'dining_table'],\n",
              " '533': ['n03207743', 'dishrag'],\n",
              " '534': ['n03207941', 'dishwasher'],\n",
              " '535': ['n03208938', 'disk_brake'],\n",
              " '536': ['n03216828', 'dock'],\n",
              " '537': ['n03218198', 'dogsled'],\n",
              " '538': ['n03220513', 'dome'],\n",
              " '539': ['n03223299', 'doormat'],\n",
              " '540': ['n03240683', 'drilling_platform'],\n",
              " '541': ['n03249569', 'drum'],\n",
              " '542': ['n03250847', 'drumstick'],\n",
              " '543': ['n03255030', 'dumbbell'],\n",
              " '544': ['n03259280', 'Dutch_oven'],\n",
              " '545': ['n03271574', 'electric_fan'],\n",
              " '546': ['n03272010', 'electric_guitar'],\n",
              " '547': ['n03272562', 'electric_locomotive'],\n",
              " '548': ['n03290653', 'entertainment_center'],\n",
              " '549': ['n03291819', 'envelope'],\n",
              " '550': ['n03297495', 'espresso_maker'],\n",
              " '551': ['n03314780', 'face_powder'],\n",
              " '552': ['n03325584', 'feather_boa'],\n",
              " '553': ['n03337140', 'file'],\n",
              " '554': ['n03344393', 'fireboat'],\n",
              " '555': ['n03345487', 'fire_engine'],\n",
              " '556': ['n03347037', 'fire_screen'],\n",
              " '557': ['n03355925', 'flagpole'],\n",
              " '558': ['n03372029', 'flute'],\n",
              " '559': ['n03376595', 'folding_chair'],\n",
              " '560': ['n03379051', 'football_helmet'],\n",
              " '561': ['n03384352', 'forklift'],\n",
              " '562': ['n03388043', 'fountain'],\n",
              " '563': ['n03388183', 'fountain_pen'],\n",
              " '564': ['n03388549', 'four-poster'],\n",
              " '565': ['n03393912', 'freight_car'],\n",
              " '566': ['n03394916', 'French_horn'],\n",
              " '567': ['n03400231', 'frying_pan'],\n",
              " '568': ['n03404251', 'fur_coat'],\n",
              " '569': ['n03417042', 'garbage_truck'],\n",
              " '570': ['n03424325', 'gasmask'],\n",
              " '571': ['n03425413', 'gas_pump'],\n",
              " '572': ['n03443371', 'goblet'],\n",
              " '573': ['n03444034', 'go-kart'],\n",
              " '574': ['n03445777', 'golf_ball'],\n",
              " '575': ['n03445924', 'golfcart'],\n",
              " '576': ['n03447447', 'gondola'],\n",
              " '577': ['n03447721', 'gong'],\n",
              " '578': ['n03450230', 'gown'],\n",
              " '579': ['n03452741', 'grand_piano'],\n",
              " '580': ['n03457902', 'greenhouse'],\n",
              " '581': ['n03459775', 'grille'],\n",
              " '582': ['n03461385', 'grocery_store'],\n",
              " '583': ['n03467068', 'guillotine'],\n",
              " '584': ['n03476684', 'hair_slide'],\n",
              " '585': ['n03476991', 'hair_spray'],\n",
              " '586': ['n03478589', 'half_track'],\n",
              " '587': ['n03481172', 'hammer'],\n",
              " '588': ['n03482405', 'hamper'],\n",
              " '589': ['n03483316', 'hand_blower'],\n",
              " '590': ['n03485407', 'hand-held_computer'],\n",
              " '591': ['n03485794', 'handkerchief'],\n",
              " '592': ['n03492542', 'hard_disc'],\n",
              " '593': ['n03494278', 'harmonica'],\n",
              " '594': ['n03495258', 'harp'],\n",
              " '595': ['n03496892', 'harvester'],\n",
              " '596': ['n03498962', 'hatchet'],\n",
              " '597': ['n03527444', 'holster'],\n",
              " '598': ['n03529860', 'home_theater'],\n",
              " '599': ['n03530642', 'honeycomb'],\n",
              " '600': ['n03532672', 'hook'],\n",
              " '601': ['n03534580', 'hoopskirt'],\n",
              " '602': ['n03535780', 'horizontal_bar'],\n",
              " '603': ['n03538406', 'horse_cart'],\n",
              " '604': ['n03544143', 'hourglass'],\n",
              " '605': ['n03584254', 'iPod'],\n",
              " '606': ['n03584829', 'iron'],\n",
              " '607': ['n03590841', \"jack-o'-lantern\"],\n",
              " '608': ['n03594734', 'jean'],\n",
              " '609': ['n03594945', 'jeep'],\n",
              " '610': ['n03595614', 'jersey'],\n",
              " '611': ['n03598930', 'jigsaw_puzzle'],\n",
              " '612': ['n03599486', 'jinrikisha'],\n",
              " '613': ['n03602883', 'joystick'],\n",
              " '614': ['n03617480', 'kimono'],\n",
              " '615': ['n03623198', 'knee_pad'],\n",
              " '616': ['n03627232', 'knot'],\n",
              " '617': ['n03630383', 'lab_coat'],\n",
              " '618': ['n03633091', 'ladle'],\n",
              " '619': ['n03637318', 'lampshade'],\n",
              " '620': ['n03642806', 'laptop'],\n",
              " '621': ['n03649909', 'lawn_mower'],\n",
              " '622': ['n03657121', 'lens_cap'],\n",
              " '623': ['n03658185', 'letter_opener'],\n",
              " '624': ['n03661043', 'library'],\n",
              " '625': ['n03662601', 'lifeboat'],\n",
              " '626': ['n03666591', 'lighter'],\n",
              " '627': ['n03670208', 'limousine'],\n",
              " '628': ['n03673027', 'liner'],\n",
              " '629': ['n03676483', 'lipstick'],\n",
              " '630': ['n03680355', 'Loafer'],\n",
              " '631': ['n03690938', 'lotion'],\n",
              " '632': ['n03691459', 'loudspeaker'],\n",
              " '633': ['n03692522', 'loupe'],\n",
              " '634': ['n03697007', 'lumbermill'],\n",
              " '635': ['n03706229', 'magnetic_compass'],\n",
              " '636': ['n03709823', 'mailbag'],\n",
              " '637': ['n03710193', 'mailbox'],\n",
              " '638': ['n03710637', 'maillot'],\n",
              " '639': ['n03710721', 'maillot'],\n",
              " '640': ['n03717622', 'manhole_cover'],\n",
              " '641': ['n03720891', 'maraca'],\n",
              " '642': ['n03721384', 'marimba'],\n",
              " '643': ['n03724870', 'mask'],\n",
              " '644': ['n03729826', 'matchstick'],\n",
              " '645': ['n03733131', 'maypole'],\n",
              " '646': ['n03733281', 'maze'],\n",
              " '647': ['n03733805', 'measuring_cup'],\n",
              " '648': ['n03742115', 'medicine_chest'],\n",
              " '649': ['n03743016', 'megalith'],\n",
              " '650': ['n03759954', 'microphone'],\n",
              " '651': ['n03761084', 'microwave'],\n",
              " '652': ['n03763968', 'military_uniform'],\n",
              " '653': ['n03764736', 'milk_can'],\n",
              " '654': ['n03769881', 'minibus'],\n",
              " '655': ['n03770439', 'miniskirt'],\n",
              " '656': ['n03770679', 'minivan'],\n",
              " '657': ['n03773504', 'missile'],\n",
              " '658': ['n03775071', 'mitten'],\n",
              " '659': ['n03775546', 'mixing_bowl'],\n",
              " '660': ['n03776460', 'mobile_home'],\n",
              " '661': ['n03777568', 'Model_T'],\n",
              " '662': ['n03777754', 'modem'],\n",
              " '663': ['n03781244', 'monastery'],\n",
              " '664': ['n03782006', 'monitor'],\n",
              " '665': ['n03785016', 'moped'],\n",
              " '666': ['n03786901', 'mortar'],\n",
              " '667': ['n03787032', 'mortarboard'],\n",
              " '668': ['n03788195', 'mosque'],\n",
              " '669': ['n03788365', 'mosquito_net'],\n",
              " '670': ['n03791053', 'motor_scooter'],\n",
              " '671': ['n03792782', 'mountain_bike'],\n",
              " '672': ['n03792972', 'mountain_tent'],\n",
              " '673': ['n03793489', 'mouse'],\n",
              " '674': ['n03794056', 'mousetrap'],\n",
              " '675': ['n03796401', 'moving_van'],\n",
              " '676': ['n03803284', 'muzzle'],\n",
              " '677': ['n03804744', 'nail'],\n",
              " '678': ['n03814639', 'neck_brace'],\n",
              " '679': ['n03814906', 'necklace'],\n",
              " '680': ['n03825788', 'nipple'],\n",
              " '681': ['n03832673', 'notebook'],\n",
              " '682': ['n03837869', 'obelisk'],\n",
              " '683': ['n03838899', 'oboe'],\n",
              " '684': ['n03840681', 'ocarina'],\n",
              " '685': ['n03841143', 'odometer'],\n",
              " '686': ['n03843555', 'oil_filter'],\n",
              " '687': ['n03854065', 'organ'],\n",
              " '688': ['n03857828', 'oscilloscope'],\n",
              " '689': ['n03866082', 'overskirt'],\n",
              " '690': ['n03868242', 'oxcart'],\n",
              " '691': ['n03868863', 'oxygen_mask'],\n",
              " '692': ['n03871628', 'packet'],\n",
              " '693': ['n03873416', 'paddle'],\n",
              " '694': ['n03874293', 'paddlewheel'],\n",
              " '695': ['n03874599', 'padlock'],\n",
              " '696': ['n03876231', 'paintbrush'],\n",
              " '697': ['n03877472', 'pajama'],\n",
              " '698': ['n03877845', 'palace'],\n",
              " '699': ['n03884397', 'panpipe'],\n",
              " '700': ['n03887697', 'paper_towel'],\n",
              " '701': ['n03888257', 'parachute'],\n",
              " '702': ['n03888605', 'parallel_bars'],\n",
              " '703': ['n03891251', 'park_bench'],\n",
              " '704': ['n03891332', 'parking_meter'],\n",
              " '705': ['n03895866', 'passenger_car'],\n",
              " '706': ['n03899768', 'patio'],\n",
              " '707': ['n03902125', 'pay-phone'],\n",
              " '708': ['n03903868', 'pedestal'],\n",
              " '709': ['n03908618', 'pencil_box'],\n",
              " '710': ['n03908714', 'pencil_sharpener'],\n",
              " '711': ['n03916031', 'perfume'],\n",
              " '712': ['n03920288', 'Petri_dish'],\n",
              " '713': ['n03924679', 'photocopier'],\n",
              " '714': ['n03929660', 'pick'],\n",
              " '715': ['n03929855', 'pickelhaube'],\n",
              " '716': ['n03930313', 'picket_fence'],\n",
              " '717': ['n03930630', 'pickup'],\n",
              " '718': ['n03933933', 'pier'],\n",
              " '719': ['n03935335', 'piggy_bank'],\n",
              " '720': ['n03937543', 'pill_bottle'],\n",
              " '721': ['n03938244', 'pillow'],\n",
              " '722': ['n03942813', 'ping-pong_ball'],\n",
              " '723': ['n03944341', 'pinwheel'],\n",
              " '724': ['n03947888', 'pirate'],\n",
              " '725': ['n03950228', 'pitcher'],\n",
              " '726': ['n03954731', 'plane'],\n",
              " '727': ['n03956157', 'planetarium'],\n",
              " '728': ['n03958227', 'plastic_bag'],\n",
              " '729': ['n03961711', 'plate_rack'],\n",
              " '730': ['n03967562', 'plow'],\n",
              " '731': ['n03970156', 'plunger'],\n",
              " '732': ['n03976467', 'Polaroid_camera'],\n",
              " '733': ['n03976657', 'pole'],\n",
              " '734': ['n03977966', 'police_van'],\n",
              " '735': ['n03980874', 'poncho'],\n",
              " '736': ['n03982430', 'pool_table'],\n",
              " '737': ['n03983396', 'pop_bottle'],\n",
              " '738': ['n03991062', 'pot'],\n",
              " '739': ['n03992509', \"potter's_wheel\"],\n",
              " '740': ['n03995372', 'power_drill'],\n",
              " '741': ['n03998194', 'prayer_rug'],\n",
              " '742': ['n04004767', 'printer'],\n",
              " '743': ['n04005630', 'prison'],\n",
              " '744': ['n04008634', 'projectile'],\n",
              " '745': ['n04009552', 'projector'],\n",
              " '746': ['n04019541', 'puck'],\n",
              " '747': ['n04023962', 'punching_bag'],\n",
              " '748': ['n04026417', 'purse'],\n",
              " '749': ['n04033901', 'quill'],\n",
              " '750': ['n04033995', 'quilt'],\n",
              " '751': ['n04037443', 'racer'],\n",
              " '752': ['n04039381', 'racket'],\n",
              " '753': ['n04040759', 'radiator'],\n",
              " '754': ['n04041544', 'radio'],\n",
              " '755': ['n04044716', 'radio_telescope'],\n",
              " '756': ['n04049303', 'rain_barrel'],\n",
              " '757': ['n04065272', 'recreational_vehicle'],\n",
              " '758': ['n04067472', 'reel'],\n",
              " '759': ['n04069434', 'reflex_camera'],\n",
              " '760': ['n04070727', 'refrigerator'],\n",
              " '761': ['n04074963', 'remote_control'],\n",
              " '762': ['n04081281', 'restaurant'],\n",
              " '763': ['n04086273', 'revolver'],\n",
              " '764': ['n04090263', 'rifle'],\n",
              " '765': ['n04099969', 'rocking_chair'],\n",
              " '766': ['n04111531', 'rotisserie'],\n",
              " '767': ['n04116512', 'rubber_eraser'],\n",
              " '768': ['n04118538', 'rugby_ball'],\n",
              " '769': ['n04118776', 'rule'],\n",
              " '770': ['n04120489', 'running_shoe'],\n",
              " '771': ['n04125021', 'safe'],\n",
              " '772': ['n04127249', 'safety_pin'],\n",
              " '773': ['n04131690', 'saltshaker'],\n",
              " '774': ['n04133789', 'sandal'],\n",
              " '775': ['n04136333', 'sarong'],\n",
              " '776': ['n04141076', 'sax'],\n",
              " '777': ['n04141327', 'scabbard'],\n",
              " '778': ['n04141975', 'scale'],\n",
              " '779': ['n04146614', 'school_bus'],\n",
              " '780': ['n04147183', 'schooner'],\n",
              " '781': ['n04149813', 'scoreboard'],\n",
              " '782': ['n04152593', 'screen'],\n",
              " '783': ['n04153751', 'screw'],\n",
              " '784': ['n04154565', 'screwdriver'],\n",
              " '785': ['n04162706', 'seat_belt'],\n",
              " '786': ['n04179913', 'sewing_machine'],\n",
              " '787': ['n04192698', 'shield'],\n",
              " '788': ['n04200800', 'shoe_shop'],\n",
              " '789': ['n04201297', 'shoji'],\n",
              " '790': ['n04204238', 'shopping_basket'],\n",
              " '791': ['n04204347', 'shopping_cart'],\n",
              " '792': ['n04208210', 'shovel'],\n",
              " '793': ['n04209133', 'shower_cap'],\n",
              " '794': ['n04209239', 'shower_curtain'],\n",
              " '795': ['n04228054', 'ski'],\n",
              " '796': ['n04229816', 'ski_mask'],\n",
              " '797': ['n04235860', 'sleeping_bag'],\n",
              " '798': ['n04238763', 'slide_rule'],\n",
              " '799': ['n04239074', 'sliding_door'],\n",
              " '800': ['n04243546', 'slot'],\n",
              " '801': ['n04251144', 'snorkel'],\n",
              " '802': ['n04252077', 'snowmobile'],\n",
              " '803': ['n04252225', 'snowplow'],\n",
              " '804': ['n04254120', 'soap_dispenser'],\n",
              " '805': ['n04254680', 'soccer_ball'],\n",
              " '806': ['n04254777', 'sock'],\n",
              " '807': ['n04258138', 'solar_dish'],\n",
              " '808': ['n04259630', 'sombrero'],\n",
              " '809': ['n04263257', 'soup_bowl'],\n",
              " '810': ['n04264628', 'space_bar'],\n",
              " '811': ['n04265275', 'space_heater'],\n",
              " '812': ['n04266014', 'space_shuttle'],\n",
              " '813': ['n04270147', 'spatula'],\n",
              " '814': ['n04273569', 'speedboat'],\n",
              " '815': ['n04275548', 'spider_web'],\n",
              " '816': ['n04277352', 'spindle'],\n",
              " '817': ['n04285008', 'sports_car'],\n",
              " '818': ['n04286575', 'spotlight'],\n",
              " '819': ['n04296562', 'stage'],\n",
              " '820': ['n04310018', 'steam_locomotive'],\n",
              " '821': ['n04311004', 'steel_arch_bridge'],\n",
              " '822': ['n04311174', 'steel_drum'],\n",
              " '823': ['n04317175', 'stethoscope'],\n",
              " '824': ['n04325704', 'stole'],\n",
              " '825': ['n04326547', 'stone_wall'],\n",
              " '826': ['n04328186', 'stopwatch'],\n",
              " '827': ['n04330267', 'stove'],\n",
              " '828': ['n04332243', 'strainer'],\n",
              " '829': ['n04335435', 'streetcar'],\n",
              " '830': ['n04336792', 'stretcher'],\n",
              " '831': ['n04344873', 'studio_couch'],\n",
              " '832': ['n04346328', 'stupa'],\n",
              " '833': ['n04347754', 'submarine'],\n",
              " '834': ['n04350905', 'suit'],\n",
              " '835': ['n04355338', 'sundial'],\n",
              " '836': ['n04355933', 'sunglass'],\n",
              " '837': ['n04356056', 'sunglasses'],\n",
              " '838': ['n04357314', 'sunscreen'],\n",
              " '839': ['n04366367', 'suspension_bridge'],\n",
              " '840': ['n04367480', 'swab'],\n",
              " '841': ['n04370456', 'sweatshirt'],\n",
              " '842': ['n04371430', 'swimming_trunks'],\n",
              " '843': ['n04371774', 'swing'],\n",
              " '844': ['n04372370', 'switch'],\n",
              " '845': ['n04376876', 'syringe'],\n",
              " '846': ['n04380533', 'table_lamp'],\n",
              " '847': ['n04389033', 'tank'],\n",
              " '848': ['n04392985', 'tape_player'],\n",
              " '849': ['n04398044', 'teapot'],\n",
              " '850': ['n04399382', 'teddy'],\n",
              " '851': ['n04404412', 'television'],\n",
              " '852': ['n04409515', 'tennis_ball'],\n",
              " '853': ['n04417672', 'thatch'],\n",
              " '854': ['n04418357', 'theater_curtain'],\n",
              " '855': ['n04423845', 'thimble'],\n",
              " '856': ['n04428191', 'thresher'],\n",
              " '857': ['n04429376', 'throne'],\n",
              " '858': ['n04435653', 'tile_roof'],\n",
              " '859': ['n04442312', 'toaster'],\n",
              " '860': ['n04443257', 'tobacco_shop'],\n",
              " '861': ['n04447861', 'toilet_seat'],\n",
              " '862': ['n04456115', 'torch'],\n",
              " '863': ['n04458633', 'totem_pole'],\n",
              " '864': ['n04461696', 'tow_truck'],\n",
              " '865': ['n04462240', 'toyshop'],\n",
              " '866': ['n04465501', 'tractor'],\n",
              " '867': ['n04467665', 'trailer_truck'],\n",
              " '868': ['n04476259', 'tray'],\n",
              " '869': ['n04479046', 'trench_coat'],\n",
              " '870': ['n04482393', 'tricycle'],\n",
              " '871': ['n04483307', 'trimaran'],\n",
              " '872': ['n04485082', 'tripod'],\n",
              " '873': ['n04486054', 'triumphal_arch'],\n",
              " '874': ['n04487081', 'trolleybus'],\n",
              " '875': ['n04487394', 'trombone'],\n",
              " '876': ['n04493381', 'tub'],\n",
              " '877': ['n04501370', 'turnstile'],\n",
              " '878': ['n04505470', 'typewriter_keyboard'],\n",
              " '879': ['n04507155', 'umbrella'],\n",
              " '880': ['n04509417', 'unicycle'],\n",
              " '881': ['n04515003', 'upright'],\n",
              " '882': ['n04517823', 'vacuum'],\n",
              " '883': ['n04522168', 'vase'],\n",
              " '884': ['n04523525', 'vault'],\n",
              " '885': ['n04525038', 'velvet'],\n",
              " '886': ['n04525305', 'vending_machine'],\n",
              " '887': ['n04532106', 'vestment'],\n",
              " '888': ['n04532670', 'viaduct'],\n",
              " '889': ['n04536866', 'violin'],\n",
              " '890': ['n04540053', 'volleyball'],\n",
              " '891': ['n04542943', 'waffle_iron'],\n",
              " '892': ['n04548280', 'wall_clock'],\n",
              " '893': ['n04548362', 'wallet'],\n",
              " '894': ['n04550184', 'wardrobe'],\n",
              " '895': ['n04552348', 'warplane'],\n",
              " '896': ['n04553703', 'washbasin'],\n",
              " '897': ['n04554684', 'washer'],\n",
              " '898': ['n04557648', 'water_bottle'],\n",
              " '899': ['n04560804', 'water_jug'],\n",
              " '900': ['n04562935', 'water_tower'],\n",
              " '901': ['n04579145', 'whiskey_jug'],\n",
              " '902': ['n04579432', 'whistle'],\n",
              " '903': ['n04584207', 'wig'],\n",
              " '904': ['n04589890', 'window_screen'],\n",
              " '905': ['n04590129', 'window_shade'],\n",
              " '906': ['n04591157', 'Windsor_tie'],\n",
              " '907': ['n04591713', 'wine_bottle'],\n",
              " '908': ['n04592741', 'wing'],\n",
              " '909': ['n04596742', 'wok'],\n",
              " '910': ['n04597913', 'wooden_spoon'],\n",
              " '911': ['n04599235', 'wool'],\n",
              " '912': ['n04604644', 'worm_fence'],\n",
              " '913': ['n04606251', 'wreck'],\n",
              " '914': ['n04612504', 'yawl'],\n",
              " '915': ['n04613696', 'yurt'],\n",
              " '916': ['n06359193', 'web_site'],\n",
              " '917': ['n06596364', 'comic_book'],\n",
              " '918': ['n06785654', 'crossword_puzzle'],\n",
              " '919': ['n06794110', 'street_sign'],\n",
              " '920': ['n06874185', 'traffic_light'],\n",
              " '921': ['n07248320', 'book_jacket'],\n",
              " '922': ['n07565083', 'menu'],\n",
              " '923': ['n07579787', 'plate'],\n",
              " '924': ['n07583066', 'guacamole'],\n",
              " '925': ['n07584110', 'consomme'],\n",
              " '926': ['n07590611', 'hot_pot'],\n",
              " '927': ['n07613480', 'trifle'],\n",
              " '928': ['n07614500', 'ice_cream'],\n",
              " '929': ['n07615774', 'ice_lolly'],\n",
              " '930': ['n07684084', 'French_loaf'],\n",
              " '931': ['n07693725', 'bagel'],\n",
              " '932': ['n07695742', 'pretzel'],\n",
              " '933': ['n07697313', 'cheeseburger'],\n",
              " '934': ['n07697537', 'hotdog'],\n",
              " '935': ['n07711569', 'mashed_potato'],\n",
              " '936': ['n07714571', 'head_cabbage'],\n",
              " '937': ['n07714990', 'broccoli'],\n",
              " '938': ['n07715103', 'cauliflower'],\n",
              " '939': ['n07716358', 'zucchini'],\n",
              " '940': ['n07716906', 'spaghetti_squash'],\n",
              " '941': ['n07717410', 'acorn_squash'],\n",
              " '942': ['n07717556', 'butternut_squash'],\n",
              " '943': ['n07718472', 'cucumber'],\n",
              " '944': ['n07718747', 'artichoke'],\n",
              " '945': ['n07720875', 'bell_pepper'],\n",
              " '946': ['n07730033', 'cardoon'],\n",
              " '947': ['n07734744', 'mushroom'],\n",
              " '948': ['n07742313', 'Granny_Smith'],\n",
              " '949': ['n07745940', 'strawberry'],\n",
              " '950': ['n07747607', 'orange'],\n",
              " '951': ['n07749582', 'lemon'],\n",
              " '952': ['n07753113', 'fig'],\n",
              " '953': ['n07753275', 'pineapple'],\n",
              " '954': ['n07753592', 'banana'],\n",
              " '955': ['n07754684', 'jackfruit'],\n",
              " '956': ['n07760859', 'custard_apple'],\n",
              " '957': ['n07768694', 'pomegranate'],\n",
              " '958': ['n07802026', 'hay'],\n",
              " '959': ['n07831146', 'carbonara'],\n",
              " '960': ['n07836838', 'chocolate_sauce'],\n",
              " '961': ['n07860988', 'dough'],\n",
              " '962': ['n07871810', 'meat_loaf'],\n",
              " '963': ['n07873807', 'pizza'],\n",
              " '964': ['n07875152', 'potpie'],\n",
              " '965': ['n07880968', 'burrito'],\n",
              " '966': ['n07892512', 'red_wine'],\n",
              " '967': ['n07920052', 'espresso'],\n",
              " '968': ['n07930864', 'cup'],\n",
              " '969': ['n07932039', 'eggnog'],\n",
              " '970': ['n09193705', 'alp'],\n",
              " '971': ['n09229709', 'bubble'],\n",
              " '972': ['n09246464', 'cliff'],\n",
              " '973': ['n09256479', 'coral_reef'],\n",
              " '974': ['n09288635', 'geyser'],\n",
              " '975': ['n09332890', 'lakeside'],\n",
              " '976': ['n09399592', 'promontory'],\n",
              " '977': ['n09421951', 'sandbar'],\n",
              " '978': ['n09428293', 'seashore'],\n",
              " '979': ['n09468604', 'valley'],\n",
              " '980': ['n09472597', 'volcano'],\n",
              " '981': ['n09835506', 'ballplayer'],\n",
              " '982': ['n10148035', 'groom'],\n",
              " '983': ['n10565667', 'scuba_diver'],\n",
              " '984': ['n11879895', 'rapeseed'],\n",
              " '985': ['n11939491', 'daisy'],\n",
              " '986': ['n12057211', \"yellow_lady's_slipper\"],\n",
              " '987': ['n12144580', 'corn'],\n",
              " '988': ['n12267677', 'acorn'],\n",
              " '989': ['n12620546', 'hip'],\n",
              " '990': ['n12768682', 'buckeye'],\n",
              " '991': ['n12985857', 'coral_fungus'],\n",
              " '992': ['n12998815', 'agaric'],\n",
              " '993': ['n13037406', 'gyromitra'],\n",
              " '994': ['n13040303', 'stinkhorn'],\n",
              " '995': ['n13044778', 'earthstar'],\n",
              " '996': ['n13052670', 'hen-of-the-woods'],\n",
              " '997': ['n13054560', 'bolete'],\n",
              " '998': ['n13133613', 'ear'],\n",
              " '999': ['n15075141', 'toilet_tissue']}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6fGbk8QpNH2c"
      },
      "source": [
        "# 出力結果からラベルを予測する後処理クラス\n",
        "class ILSVRCPredictor():\n",
        "    \"\"\"\n",
        "    ILSVRCデータに対するモデルの出力からラベルを求める。\n",
        "\n",
        "    Attributes\n",
        "    ----------\n",
        "    class_index : dictionary\n",
        "            クラスindexとラベル名を対応させた辞書型変数。\n",
        "    \"\"\"\n",
        "\n",
        "    def __init__(self, class_index):\n",
        "        self.class_index = class_index\n",
        "\n",
        "    def predict_max(self, out):\n",
        "        \"\"\"\n",
        "        確率最大のILSVRCのラベル名を取得する。\n",
        "\n",
        "        Parameters\n",
        "        ----------\n",
        "        out : torch.Size([1, 1000])\n",
        "            Netからの出力。\n",
        "\n",
        "        Returns\n",
        "        -------\n",
        "        predicted_label_name : str\n",
        "            最も予測確率が高いラベルの名前\n",
        "        \"\"\"\n",
        "        maxid = np.argmax(out.detach().numpy())\n",
        "        predicted_label_name = self.class_index[str(maxid)][1]\n",
        "\n",
        "        return predicted_label_name\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eMbCCgJvNH2d"
      },
      "source": [
        "# 学習済みVGGモデルで手元の画像を予測"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_EhD_ZQYNH2d",
        "outputId": "537c1193-eb83-4304-8392-e77e95cfaffd"
      },
      "source": [
        "# ILSVRCのラベル情報をロードし辞意書型変数を生成します\n",
        "ILSVRC_class_index = json.load(open('./data/imagenet_class_index.json', 'r'))\n",
        "\n",
        "# ILSVRCPredictorのインスタンスを生成します\n",
        "predictor = ILSVRCPredictor(ILSVRC_class_index)\n",
        "\n",
        "# 入力画像を読み込む\n",
        "image_file_path = './data/goldenretriever-3724972_640.jpg'\n",
        "img = Image.open(image_file_path)  # [高さ][幅][色RGB]\n",
        "\n",
        "# 前処理の後、バッチサイズの次元を追加する\n",
        "transform = BaseTransform(resize, mean, std)  # 前処理クラス作成\n",
        "img_transformed = transform(img)  # torch.Size([3, 224, 224])\n",
        "inputs = img_transformed.unsqueeze_(0)  # torch.Size([1, 3, 224, 224])\n",
        "\n",
        "# モデルに入力し、モデル出力をラベルに変換する\n",
        "out = net(inputs)  # torch.Size([1, 1000])\n",
        "result = predictor.predict_max(out)\n",
        "\n",
        "# 予測結果を出力する\n",
        "print(\"入力画像の予測結果：\", result)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "入力画像の予測結果： golden_retriever\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0Cs8IdOrNH2d"
      },
      "source": [
        "以上"
      ]
    }
  ]
}